Datasets › MFNet › Papers where code ran, page 1

MFNet

Papers archive 2025-07-28

papers with a benchmark row: 48 · with a code link: 38 · where Syntology ran a sample: 18 (16 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (18 of 48 with a benchmark row: 16 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 18 of the 18 papers with a benchmark row here where Syntology ran at least one harvested sample (16 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 87. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation 1 1 5 Apr 2024 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation 3 1 8 Aug 2023 official: harvested, nothing ran · 23 ran (of which 0 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 0 violated, 21 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (17 pointer-only for licence)
Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation 2 1 4 Aug 2023 official (archive's flag): 12 ran · 19 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified (13 pointer-only for licence)
Complementary Random Masking for RGB-Thermal Semantic Segmentation 1 1 30 Mar 2023 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
SpiderMesh: Spatial-aware Demand-guided Recursive Meshing for RGB-T Semantic Segmentation 1 4 15 Mar 2023 official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Delivering Arbitrary-Modal Semantic Segmentation 1 1 2 Mar 2023 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers 1 2 9 Mar 2022 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
FEANet: Feature-Enhanced Attention Network for RGB-Thermal Real-time Semantic Segmentation 1 1 18 Oct 2021 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 28 2 31 May 2021 official: no sample here; runs from other or unrecorded repositories · 66 ran (of which 22 constructed an object rather than computing a result; 62 with no instrument failure: 0 honoured, 1 violated, 61 with no contract checked; 4 where Syntology's instrument failed) · 20 unverified (20 pointer-only for licence)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 80 1 25 Mar 2021 official: harvested, nothing ran · 123 ran (of which 45 constructed an object rather than computing a result; 82 with no instrument failure: 5 honoured, 2 violated, 75 with no contract checked; 41 where Syntology's instrument failed) · 84 unverified (45 pointer-only for licence)
Deep High-Resolution Representation Learning for Visual Recognition 42 1 20 Aug 2019 21 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 1 violated, 18 with no contract checked; 2 where Syntology's instrument failed) · 13 unverified (21 pointer-only for licence)
CCNet: Criss-Cross Attention for Semantic Segmentation 4 1 28 Nov 2018 official (archive's flag): 8 ran · 13 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 1 violated, 4 with no contract checked; 6 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Dual Attention Network for Scene Segmentation 12 1 9 Sep 2018 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence)
Depth-aware CNN for RGB-D Segmentation 4 1 19 Mar 2018 official (archive's flag): 4 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified
Pyramid Scene Parsing Network 67 1 4 Dec 2016 community repositories only · 21 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 7 where Syntology's instrument failed) · 8 unverified (5 pointer-only for licence)
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes 4 1 24 Nov 2016 official: no sample here; runs from other or unrecorded repositories · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation 74 1 2 Nov 2015 22 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 0 violated, 13 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (11 pointer-only for licence)
U-Net: Convolutional Networks for Biomedical Image Segmentation 487 1 18 May 2015 530 ran (of which 247 constructed an object rather than computing a result; 383 with no instrument failure: 14 honoured, 6 violated, 363 with no contract checked; 147 where Syntology's instrument failed) · 227 unverified (426 pointer-only for licence)